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검색결과 188건 처리시간 0.028초

Bone Age Assessment Using Artificial Intelligence in Korean Pediatric Population: A Comparison of Deep-Learning Models Trained With Healthy Chronological and Greulich-Pyle Ages as Labels

  • Pyeong Hwa Kim;Hee Mang Yoon;Jeong Rye Kim;Jae-Yeon Hwang;Jin-Ho Choi;Jisun Hwang;Jaewon Lee;Jinkyeong Sung;Kyu-Hwan Jung;Byeonguk Bae;Ah Young Jung;Young Ah Cho;Woo Hyun Shim;Boram Bak;Jin Seong Lee
    • Korean Journal of Radiology
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    • 제24권11호
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    • pp.1151-1163
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    • 2023
  • Objective: To develop a deep-learning-based bone age prediction model optimized for Korean children and adolescents and evaluate its feasibility by comparing it with a Greulich-Pyle-based deep-learning model. Materials and Methods: A convolutional neural network was trained to predict age according to the bone development shown on a hand radiograph (bone age) using 21036 hand radiographs of Korean children and adolescents without known bone development-affecting diseases/conditions obtained between 1998 and 2019 (median age [interquartile range {IQR}], 9 [7-12] years; male:female, 11794:9242) and their chronological ages as labels (Korean model). We constructed 2 separate external datasets consisting of Korean children and adolescents with healthy bone development (Institution 1: n = 343; median age [IQR], 10 [4-15] years; male: female, 183:160; Institution 2: n = 321; median age [IQR], 9 [5-14] years; male: female, 164:157) to test the model performance. The mean absolute error (MAE), root mean square error (RMSE), and proportions of bone age predictions within 6, 12, 18, and 24 months of the reference age (chronological age) were compared between the Korean model and a commercial model (VUNO Med-BoneAge version 1.1; VUNO) trained with Greulich-Pyle-based age as the label (GP-based model). Results: Compared with the GP-based model, the Korean model showed a lower RMSE (11.2 vs. 13.8 months; P = 0.004) and MAE (8.2 vs. 10.5 months; P = 0.002), a higher proportion of bone age predictions within 18 months of chronological age (88.3% vs. 82.2%; P = 0.031) for Institution 1, and a lower MAE (9.5 vs. 11.0 months; P = 0.022) and higher proportion of bone age predictions within 6 months (44.5% vs. 36.4%; P = 0.044) for Institution 2. Conclusion: The Korean model trained using the chronological ages of Korean children and adolescents without known bone development-affecting diseases/conditions as labels performed better in bone age assessment than the GP-based model in the Korean pediatric population. Further validation is required to confirm its accuracy.

인삼제품의 첨가에 따른 제빵적성 및 관능평가 (Quality and Sensory Characteristics of White Bread added with Various Ginseng Products)

  • 송미란;이가순;이병찬;오만진
    • 한국식품저장유통학회지
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    • 제14권4호
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    • pp.369-377
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    • 2007
  • 백삼분말, 홍삼분말 및 홍삼추출농축액 등의 인삼제품을 첨가하여 기능성 식빵 제조에 이용하고자 인삼제품의 첨가량을 달리하여 반죽에 대한 물성을 측정하고 식빵을 제조하여 품질특성을 조사하였다. Farinograph, extensograph 및 amylograph에 의한 분석결과, 인삼제품의 첨가량이 증가할수록 높은 수분흡수력이 나타났고 반죽의 안정도가 무첨가구에 비하여 불안정하여 반죽시간이 단축되었으며 R/E값 및 점도가 감소하였다. 또한 발효시간의 경과에 따라 pH는 하강하였으며 발효팽창력은 무첨가구보다 우수하였으나 일정량이상의 첨가는 가스보유력을 약화시켰다. 인삼분말제품 첨가에 따른 비용적은 백삼분말 2% 첨가 시 5.41 mL/g으로 가장 높았고 홍삼추출농축액첨가제품은 첨가량이 증가할수록 높아져서 4% 첨가 시 5.82 mL/g을 나타냈다. 인삼제품을 첨가한 식빵의 저장 중 경도를 측정한 결과 백삼 및 홍삼분말첨가 시는 무첨가구에 비하여 초기경도가 높았으며 저장일수가 증가할수록 증가하였고 홍삼추출농축액을 첨가한 제품은 초기경도가 무첨가구보다 낮았으며 저장일수가 증가함에 따라 경도의 증가폭이 작았다. 색도 측정결과 인삼제품첨가량이 증가할수록 적색도와 황색도가 증가하였으며 관능검사결과 전체적인 기호도면에서 홍삼추출농축액 2% 첨가한 제품에서 가장 좋은 기호도를 나타내었다.

LTCC를 이용한 GPS와 WLAN 대역통과 여파기 (GPS and Wireless LAN Bandpass Filter based on LTCC)

  • 김영;윤정호
    • 한국항행학회논문지
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    • 제16권2호
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    • pp.227-233
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    • 2012
  • 본 논문은 LTCC를 이용하여 구현된 GPS와 WLAN용 대역통과 필터 설계방법을 제안한 것이다. 여기서 구현한 여파기는 버터워스 저역통과 여파기와 CRLH(Composite Right/Left-Handed) 전송선로의 고역통과 특성을 결합한 대역 통과 여파기를 설계하였다. 이렇게 설계된 여파기는 유전율 7.2의 그린쉬트를 이용한 LTCC 공정을 사용하여 1.5 GHz의 GPS와 2.4 GHz의 WLAN 대역의 대역통과 여파기를 제작하였다. 제작된 여파기의 삽입손실 결과는 1.5 GHz GPS대역에서 1.66 dB 또, 2.4 GHz WLAN 대역에서는 3.20 dB를 만족하는 대역통과 특성을 얻었다.

GPS를 이용한 장대교량 실시간 거동 모니터링에 관한 연구 (A Study on the Real Time Monitoring of Long Span Bridge Behavior Using GPS)

  • 최병길;손덕재;나영우
    • 한국측량학회지
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    • 제28권3호
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    • pp.377-383
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    • 2010
  • 본 연구의 목적은 GPS를 이용하여 장대교량의 거동을 실시간으로 모니터링 할 수 있는 시스템을 구축하는데 있다. GPS 센서를 이용하여 장대교량의 실시간 변위를 계측함으로써 장대교량의 3차원적인 거동이 분석 되어지고 관리될 수 있다. 본 연구에서 개발한 장대교량의 실시간 거동 모니터링 시스템은 통합운영센터로 교량의 수평 및 수직 방향 변위와 위험신호를 실시간으로 전송함으로써 장대교량의 안전관리를 가능하게 한다. 또한 GPS를 이용한 장대교량의 절대적 거동을 모니터링하고 전국적인 교량 안전관리네트워크를 구축하는데 활용할 수 있을 것이다.

Al-Zn-Mg-Cu-(Sc) 합금의 석출특성 (Precipitation Behavior of Al-Zn-Mg-Cu-(Sc) Alloy)

  • 최갑송;문호정;우기도
    • 열처리공학회지
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    • 제19권5호
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    • pp.257-261
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    • 2006
  • Scandium(Sc) in Al-Zn-Mg-Cu based Al alloy on precipitation phenomenon was compared to a 7001(Al-7.2%Zn-3.2%Mg-1.8%Cu) Al alloy. GP zone and ${\eta}^{\prime}$ phases were the main strengthening phases at low aging temperature under $100^{\circ}C$, but ${\eta}^{\prime}$ and $Al_3Sc$ phases were the main strengthening phases at high aging temperature above $1600^{\circ}C$ in Sc added 7000(Al-7.7%Zn-2.0%Mg-1.9%Cu-0.1%Zr) Al alloy. With the addition of 0.1%Sc in 7000 Al alloy, the activation energy for the GP zone, ${\eta}^{\prime}$ and ${\eta}$ phase decreased compared to the 7001 Al alloy. This result indicates that the Sc accelerated the precipitation for the GP zone, ${\eta}^{\prime}$ and ${\eta}$ phases in 7000 Al alloy. Al-7.7%Zn-2.0%Mg-1.9%Cu-0.1%Zr-0.1 Sc alloy has higher strength than 7001 Al alloy, which has high strength.

RTK GPS를 이용한 도로선형 위험요소 분석에 관한 연구 (A Study on the Analysis of Risk Factor on Highway Alignment Using RTK GPS)

  • 장호식;서동주;이종출
    • 대한공간정보학회지
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    • 제10권1호
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    • pp.67-76
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    • 2002
  • 최근에는 도로의 교통수요 증가와 자동차 문화의 확산으로 도로의 안전성과 편리성, 신속성이 요구되고 있다. 본 논문에서는 RTK GPS를 이용하여 기시공된 도로의 중심선 관측값을 획득한 후 최소제곱법으로 도로 선형의 설계제원인 IP IA R을 산출해 내었다. 이런 설계 제원을 이용해 도로선형의 위험요소를 ${\ukcirner}$도로 구조 시설 기준에 관한 규칙${\lrcorner}$ 에 준해서 분석하였다. RTK GPS를 이용함으로써 도로 선형 위험요소를 신속히 분석할 수 있었다. 기존도에서 선형개량의 필요여부를 판단할때나, 교통사고율이 높은 구간에서 선형에 관련된 사고원인을 분석하고자 할 때, 유용하게 적용될 수 있을 것으로 판단된다.

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VT-Modulation of Planar Tunnel Field-Effect Transistors with Ground-Plane under Ultrathin Body and Bottom Oxide

  • Sun, Min-Chul;Kim, Hyun Woo;Kim, Hyungjin;Kim, Sang Wan;Kim, Garam;Lee, Jong-Ho;Shin, Hyungcheol;Park, Byung-Gook
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제14권2호
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    • pp.139-145
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    • 2014
  • Control of threshold voltage ($V_T$) by ground-plane (GP) technique for planar tunnel field-effect transistor (TFET) is studied for the first time using TCAD simulation method. Although GP technique appears to be similarly useful for the TFET as for the metal-oxide-semiconductor field-effect transistor (MOSFET), some unique behaviors such as the small controllability under weak ground doping and dependence on the dopant polarity are also observed. For $V_T$-modulation larger than 100 mV, heavy ground doping over $1{\times}10^{20}cm^{-3}$ or back biasing scheme is preferred in case of TFETs. Polarity dependence is explained with a mechanism similar to the punch-through of MOSFETs. In spite of some minor differences, this result shows that both MOSFETs and TFETs can share common $V_T$-control scheme when these devices are co-integrated.

Various Partial Charge Schemes on 3D-QSAR Models for P-gp Inhibiting Adamantyl Derivatives

  • Gadhe, Changdev G.;Madhavan, Thirumurthy;Kothandan, Gugan;Lee, Tae-Bum;Lee, Kyeong;Cho, Seung-Joo
    • Bulletin of the Korean Chemical Society
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    • 제32권5호
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    • pp.1604-1612
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    • 2011
  • We developed three-dimensional quantitative structure activity relationship (3D-QASR) models for 17 adamantyl derivatives as P-glycoprotein (P-gp) inhibitors. Eighteen different partial charge calculation methods were tested to check the feasibility of the 3D-QSAR models. Best predictive comparative molecular field analysis (CoMFA) model was obtained with the Austin Model 1-Bond Charge Correction (AM1-BCC) atomic charge. The 3D-QSAR models were derived with CoMFA and comparative molecular similarity indices analysis (CoMSIA). The final CoMFA model ($q^2$ = 0.764, $r^2$ = 0.988) was calculated with an AM1-BCC charge and electrostatic parameter, whereas the CoMSIA model ($q^2$ = 0.655, $r^2$ = 0.964) was derived with an AM1-BCC charge and combined steric, electrostatic, hydrophobic and HB-acceptor parameters. Leave-five-out (LFO) cross-validation was also performed, which yielded good correlation coefficient for both CoMFA (0.801) and CoMSIA (0.656) models. Robustness of the developed models was checked further with 1000 run bootstrapping analyses, which gave an acceptable correlation coefficient for CoMFA (BS-$r^2$ = 0.997, BS-SD = 0.003) and CoMSIA (BS-$r^2$ = 0.996, BS-SD = 0.018).

Effects of Nitric Oxide on the Induction of Experimental Allergic Orchitis in Guinea Pig

  • An, Jeong Hwan;Kim, In Keun;Kim, Taek Sang;Kwak, Hyun Jeong;Rhew, Hyun Yul;Chung, Hun-Taeg
    • IMMUNE NETWORK
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    • 제4권2호
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    • pp.108-115
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    • 2004
  • Background: Production of nitric oxide (NO) by inducible NO synthase (iNOS) has been implicated in the pathology of autoimmune disease. It is unknown whether iNOS expression is increased within testes and whether iNOS and NO have essential roles in the pathogenesis of EAO. Methods: EAO was induced in guinea pig testes at 17 days after secondary immunization by administration of crude extract (CE) and purified glycoprotein 1 (GP1) from normal guinea pig testes. iNOS gene expression was assessed by RT-PCR and Northern blot analysis in testes. Localization of iNOS and Mac-1 and the indicator of NO-mediated tissue injury, nitrotyrosine, were detected in the testicular lesion by immunohistochemistry. Results: In control testes, inflammation and iNOS gene expression were not detected, whereas, in CE- and GP1-injected testes, inflammation and marked iNOS gene expression were evident at day 17 after secondary immunization. Immunohistochemistry of Mac-1 showed the colocalization with iNOS protein and nitrotyrosyl proteins in intertubules, suggesting that NO produced by infiltrated macrophages may be involved in inflammatory lesions of intertubules. Intraperitoneal administration of aminoguanidine significantly prevented EAO with reduction of inflammation, iNOS expression and nitrotyrosine formation. Conclusion: These results suggest that NO production by macrophages may be important in the pathogenesis of CE- and GP1-induced EAO. Furthermore, this study demonstrated the therapeutic potential of iNOS inhibitor in the treatment of inflammatory and autoimmune mediated-diseases.

Reversal of Multidrug Resistance in Mouse Lymphoma Cells by Extracts and Flavonoids from Pistacia integerrima

  • Rauf, Abdur;Uddin, Ghias;Raza, Muslim;Ahmad, Bashir;Jehan, Noor;Siddiqui, Bina S;Molnar, Joseph;Csonka, Akos;Szabo, Diana
    • Asian Pacific Journal of Cancer Prevention
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    • 제17권1호
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    • pp.51-55
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    • 2016
  • Phytochemical investigation of Pistacia integerrima has highlighted isolation of two known compounds naringenin (1) and dihydrokaempferol (2). A crude extract and these isolated compounds were here evaluated for their effects on reversion of multidrug resistance (MDR) mediated by P-glycoprotein (P-gp). The multidrug resistance P-glycoprotein is a target for chemotherapeutic drugs from cancer cells. In the present study rhodamine-123 exclusion screening test on human mdr1 gene transfected mouse gene transfected L5178 and L5178Y mouse T-cell lymphoma cells showed excellent MDR reversing effects in a dose dependent manner. In-silico molecular docking investigations demonstrated a common binding site for Rhodamine123, and compounds naringenin and dihydrokaempferol. Our results showed that the relative docking energies estimated by docking softwares were in satisfactory correlation with the experimental activities. Preliminary interaction profile of P-gp docked complexes were also analysed in order to understand the nature of binding modes of these compounds. Our computational investigation suggested that the compounds interactions with the hydrophobic pocket of P-gp are mainly related to the inhibitory activity. Moreover this study s a platform for the discovery of novel natural compounds from herbal origin, as inhibitor molecules against the P-glycoprotein for the treatment of cancer.